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README.md ADDED
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+ ---
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+ language:
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+ - ko
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+ - en
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+ base_model: facebook/mbart-large-50-many-to-many-mmt
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - bleu
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+ model-index:
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+ - name: ko-en_mbartLarge_mid3
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # ko-en_mbartLarge_mid3
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+
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+ This model is a fine-tuned version of [facebook/mbart-large-50-many-to-many-mmt](https://huggingface.co/facebook/mbart-large-50-many-to-many-mmt) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.3246
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+ - Bleu: 22.9623
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+ - Gen Len: 18.7197
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 4
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+ - eval_batch_size: 4
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+ - seed: 42
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+ - distributed_type: multi-GPU
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+ - num_devices: 4
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+ - gradient_accumulation_steps: 2
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+ - total_train_batch_size: 32
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+ - total_eval_batch_size: 16
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: cosine_with_restarts
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+ - lr_scheduler_warmup_steps: 1000
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+ - num_epochs: 40
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Bleu | Gen Len |
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+ |:-------------:|:-----:|:-----:|:---------------:|:-------:|:-------:|
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+ | 1.5377 | 0.23 | 2000 | 1.6122 | 17.2009 | 18.7106 |
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+ | 1.3891 | 0.46 | 4000 | 1.5059 | 19.3345 | 18.7688 |
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+ | 1.2812 | 0.7 | 6000 | 1.4348 | 20.6032 | 18.9022 |
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+ | 1.2374 | 0.93 | 8000 | 1.4035 | 21.2391 | 18.8434 |
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+ | 1.1734 | 1.16 | 10000 | 1.4039 | 21.304 | 18.9964 |
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+ | 1.1531 | 1.39 | 12000 | 1.3694 | 21.9087 | 18.8573 |
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+ | 1.1158 | 1.62 | 14000 | 1.3574 | 22.004 | 18.5485 |
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+ | 1.0941 | 1.86 | 16000 | 1.3457 | 21.9785 | 18.7119 |
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+ | 0.9809 | 2.09 | 18000 | 1.3495 | 22.7983 | 18.8011 |
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+ | 0.9834 | 2.32 | 20000 | 1.3429 | 22.5654 | 18.9416 |
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+ | 0.9981 | 2.55 | 22000 | 1.3246 | 22.9493 | 18.7364 |
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+ | 1.0074 | 2.78 | 24000 | 1.3539 | 22.3874 | 18.4428 |
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+ | 0.9752 | 3.02 | 26000 | 1.3587 | 22.1907 | 18.8139 |
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+ | 0.8858 | 3.25 | 28000 | 1.3457 | 22.82 | 18.8021 |
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+ | 0.8895 | 3.48 | 30000 | 1.3603 | 22.1575 | 18.5638 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.34.0
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.14.5
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+ - Tokenizers 0.14.1
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+ }
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